{"id":"https://openalex.org/W4403140156","doi":"https://doi.org/10.3837/tiis.2024.09.006","title":"Utilizing Data Mining Techniques to Predict Students Performance using Data Log from MOODLE","display_name":"Utilizing Data Mining Techniques to Predict Students Performance using Data Log from MOODLE","publication_year":2024,"publication_date":"2024-09-30","ids":{"openalex":"https://openalex.org/W4403140156","doi":"https://doi.org/10.3837/tiis.2024.09.006"},"language":"en","primary_location":{"id":"doi:10.3837/tiis.2024.09.006","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2024.09.006","pdf_url":"https://itiis.org/digital-library/manuscript/file/101204/TIIS Vol 18, No 9-6.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://itiis.org/digital-library/manuscript/file/101204/TIIS Vol 18, No 9-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Noora Shawareb","orcid":null},"institutions":[{"id":"https://openalex.org/I53620714","display_name":"Arab American University","ror":"https://ror.org/04jmsq731","country_code":"PS","type":"education","lineage":["https://openalex.org/I53620714"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Noora Shawareb","raw_affiliation_strings":["Computer Science Department , Arab American University , Palestine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department , Arab American University , Palestine","institution_ids":["https://openalex.org/I53620714"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ahmed Ewais","orcid":null},"institutions":[{"id":"https://openalex.org/I53620714","display_name":"Arab American University","ror":"https://ror.org/04jmsq731","country_code":"PS","type":"education","lineage":["https://openalex.org/I53620714"]}],"countries":["PS"],"is_corresponding":false,"raw_author_name":"Ahmed Ewais","raw_affiliation_strings":["Computer Science Department , Arab American University , Palestine"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science Department , Arab American University , Palestine","institution_ids":["https://openalex.org/I53620714"]}]},{"author_position":"last","author":{"id":null,"display_name":"Fisnik Dalipi","orcid":null},"institutions":[{"id":"https://openalex.org/I223464139","display_name":"Linnaeus University","ror":"https://ror.org/00j9qag85","country_code":"SE","type":"education","lineage":["https://openalex.org/I223464139"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Fisnik Dalipi","raw_affiliation_strings":["Informatics Department , Linnaeus University , Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Informatics Department , Linnaeus University , Sweden","institution_ids":["https://openalex.org/I223464139"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":{"value":710,"currency":"EUR","value_usd":765},"fwci":1.7724,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.88679768,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"18","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9311000108718872,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9194999933242798,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.924380362033844},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5360522270202637},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3826950788497925},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3534281849861145}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.924380362033844},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5360522270202637},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3826950788497925},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3534281849861145}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3837/tiis.2024.09.006","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2024.09.006","pdf_url":"https://itiis.org/digital-library/manuscript/file/101204/TIIS Vol 18, No 9-6.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:lnu-132829","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:lnu:diva-132829","pdf_url":null,"source":{"id":"https://openalex.org/S4306400653","display_name":"Diva portal (Dalarna University Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3837/tiis.2024.09.006","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2024.09.006","pdf_url":"https://itiis.org/digital-library/manuscript/file/101204/TIIS Vol 18, No 9-6.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403140156.pdf","grobid_xml":"https://content.openalex.org/works/W4403140156.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"Due":[0],"to":[1,16,36,42,54,56,64,104,156,180,215],"COVID19":[2],"pandemic,":[3],"most":[4],"of":[5,14,95,121,130,198],"educational":[6],"institutions":[7],"and":[8,19,45,47,60,82,113,132,145,163,176,202,206],"schools":[9],"changed":[10],"the":[11,88,93,122,128,143,165,181,187,210],"traditional":[12],"way":[13],"teaching":[15,18],"online":[17],"learning":[20,149,168],"using":[21,96,116,225],"well-known":[22],"Learning":[23],"Management":[24],"Systems":[25],"(LMS)":[26],"such":[27],"as":[28],"Moodle,":[29,103],"Canvas,":[30],"Blackboard,":[31],"etc.":[32],"Accordingly,":[33],"LMS":[34,86,100],"started":[35],"generate":[37],"a":[38,62,68,195],"large":[39],"data":[40,98,112,117,135,152,226],"related":[41],"students'":[43,58,106],"characteristics":[44],"achievements":[46,83],"other":[48,191,218],"course-related":[49],"information.This":[50],"makes":[51],"it":[52],"difficult":[53],"teachers":[55,66],"monitor":[57],"behaviour":[59],"performance.Therefore,":[61],"need":[63],"support":[65],"with":[67,141],"tool":[69],"alerting":[70],"student":[71],"who":[72],"might":[73],"be":[74],"in":[75,84,87,99],"risk":[76],"based":[77],"on":[78,92],"their":[79,110],"recorded":[80,97],"activities":[81,115],"adopted":[85],"school.This":[89],"paper":[90],"focuses":[91],"benefits":[94],"platforms,":[101],"specifically":[102],"predict":[105],"performance":[107],"by":[108],"analysing":[109],"behavioural":[111],"engagement":[114],"mining":[118],"techniques.As":[119],"part":[120],"overall":[123],"process,":[124],"this":[125],"study":[126],"encountered":[127],"task":[129],"extracting":[131],"selecting":[133],"relevant":[134],"features":[136],"for":[137,212,222],"predicting":[138],"performance,":[139],"along":[140],"designing":[142],"framework":[144],"choosing":[146],"appropriate":[147],"machine":[148,167],"techniques.The":[150],"collected":[151],"underwent":[153],"pre-processing":[154],"operations":[155],"remove":[157],"random":[158],"partitions,":[159],"empty":[160],"values,":[161],"duplicates,":[162],"code":[164],"data.Different":[166],"techniques,":[169,193],"including":[170],"k-NN,":[171],"TREE,":[172],"Ensembled":[173],"Tree,":[174],"SVM,":[175],"MLPNNs":[177,188],"were":[178],"applied":[179],"processed":[182],"data.The":[183],"results":[184],"showed":[185],"that":[186],"technique":[189],"outperformed":[190],"classification":[192,196],"achieving":[194],"accuracy":[197],"93%,":[199],"while":[200],"SVM":[201],"k-NN":[203],"achieved":[204],"90%":[205],"87%":[207],"respectively.This":[208],"indicates":[209],"possibility":[211],"future":[213],"research":[214],"investigate":[216],"incorporating":[217],"neural":[219],"network":[220],"methods":[221],"categorizing":[223],"students":[224],"from":[227],"LMS.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2024-10-05T00:00:00"}
